{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "VYNA79KmgvbY"
      },
      "source": [
        "Copyright 2018 The Dopamine Authors.\n",
        "\n",
        "Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at\n",
        "\n",
        "https://www.apache.org/licenses/LICENSE-2.0\n",
        "\n",
        "Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "emUEZEvldNyX"
      },
      "source": [
        "# Dopamine: How to create and train a custom agent\n",
        "\n",
        "This colab demonstrates how to create a variant of a provided agent (Example 1) and how to create a new agent from\n",
        "scratch (Example 2).\n",
        "\n",
        "Run all the cells below in order."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {},
        "colab_type": "code",
        "id": "Ckq6WG-seC7F"
      },
      "outputs": [],
      "source": [
        "# @title Install necessary packages.\n",
        "!pip install -U dopamine-rl"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {},
        "colab_type": "code",
        "id": "WzwZoRKxdFov"
      },
      "outputs": [],
      "source": [
        "# @title Necessary imports and globals.\n",
        "\n",
        "import numpy as np\n",
        "import os\n",
        "from dopamine.agents.dqn import dqn_agent\n",
        "from dopamine.discrete_domains import run_experiment\n",
        "from dopamine.colab import utils as colab_utils\n",
        "from absl import flags\n",
        "import gin.tf\n",
        "\n",
        "BASE_PATH = '/tmp/colab_dope_run'  # @param\n",
        "GAME = 'Asterix'  # @param"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {},
        "colab_type": "code",
        "id": "EFY3tTITHugq"
      },
      "outputs": [],
      "source": [
        "# @title Load baseline data\n",
        "!gsutil -q -m cp -R gs://download-dopamine-rl/preprocessed-benchmarks/* /content/\n",
        "experimental_data = colab_utils.load_baselines('/content')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "bidurBV0djGi"
      },
      "source": [
        "## Example 1: Train a modified version of DQN\n",
        "Asterix is one of the standard agents provided with Dopamine.\n",
        "The purpose of this example is to demonstrate how one can modify an existing agent. The modification\n",
        "we are doing here (choosing actions randomly) is for illustrative purposes: it will clearly perform very\n",
        "poorly."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {},
        "colab_type": "code",
        "id": "PUBRSmX6dfa3"
      },
      "outputs": [],
      "source": [
        "# @title Create an agent based on DQN, but choosing actions randomly.\n",
        "\n",
        "LOG_PATH = os.path.join(BASE_PATH, 'random_dqn', GAME)\n",
        "\n",
        "class MyRandomDQNAgent(dqn_agent.DQNAgent):\n",
        "  def __init__(self, sess, num_actions):\n",
        "    \"\"\"This maintains all the DQN default argument values.\"\"\"\n",
        "    super().__init__(sess, num_actions)\n",
        "\n",
        "  def step(self, reward, observation):\n",
        "    \"\"\"Calls the step function of the parent class, but returns a random action.\n",
        "    \"\"\"\n",
        "    super().step(reward, observation)\n",
        "    return np.random.randint(self.num_actions)\n",
        "\n",
        "def create_random_dqn_agent(sess, environment, summary_writer=None):\n",
        "  \"\"\"The Runner class will expect a function of this type to create an agent.\"\"\"\n",
        "  return MyRandomDQNAgent(sess, num_actions=environment.action_space.n)\n",
        "\n",
        "random_dqn_config = \"\"\"\n",
        "import dopamine.discrete_domains.atari_lib\n",
        "import dopamine.discrete_domains.run_experiment\n",
        "atari_lib.create_atari_environment.game_name = '{}'\n",
        "atari_lib.create_atari_environment.sticky_actions = True\n",
        "run_experiment.Runner.num_iterations = 200\n",
        "run_experiment.Runner.training_steps = 10\n",
        "run_experiment.Runner.max_steps_per_episode = 100\n",
        "\"\"\".format(GAME)\n",
        "gin.parse_config(random_dqn_config, skip_unknown=False)\n",
        "\n",
        "# Create the runner class with this agent. We use very small numbers of steps\n",
        "# to terminate quickly, as this is mostly meant for demonstrating how one can\n",
        "# use the framework.\n",
        "random_dqn_runner = run_experiment.TrainRunner(LOG_PATH, create_random_dqn_agent)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {},
        "colab_type": "code",
        "id": "WuWFGwGHfkFp"
      },
      "outputs": [],
      "source": [
        "# @title Train MyRandomDQNAgent.\n",
        "print('Will train agent, please be patient, may be a while...')\n",
        "random_dqn_runner.run_experiment()\n",
        "print('Done training!')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {},
        "colab_type": "code",
        "id": "IknanILXX4Zz"
      },
      "outputs": [],
      "source": [
        "# @title Load the training logs.\n",
        "random_dqn_data = colab_utils.read_experiment(\n",
        "    LOG_PATH, verbose=True, summary_keys=['train_episode_returns'])\n",
        "random_dqn_data['agent'] = 'MyRandomDQN'\n",
        "random_dqn_data['run_number'] = 1\n",
        "experimental_data[GAME] = experimental_data[GAME].merge(random_dqn_data,\n",
        "                                                        how='outer')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 513
        },
        "colab_type": "code",
        "id": "mSOVFUKN-kea",
        "outputId": "3652e69d-a281-41cb-d5cb-5f604ad6dd8f"
      },
      "outputs": [
        {
          "data": {
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\n",
            "text/plain": [
              "\u003cFigure size 1152x576 with 1 Axes\u003e"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# @title Plot training results.\n",
        "\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(16,8))\n",
        "sns.lineplot(\n",
        "    x='iteration', y='train_episode_returns', hue='agent',\n",
        "    data=experimental_data[GAME], ax=ax)\n",
        "plt.title(GAME)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "8T0yfWPw-7QZ"
      },
      "source": [
        "## Example 2: Train an agent built from scratch.\n",
        "The purpose of this example is to demonstrate how one can create an agent from scratch. The agent\n",
        "created here is meant to demonstrate the bare minimum functionality that is expected from agents. It is\n",
        "selecting actions in a very suboptimal way, so it will clearly do poorly."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {},
        "colab_type": "code",
        "id": "1kgV__YU-_ET"
      },
      "outputs": [],
      "source": [
        "# @title Create a completely new agent from scratch.\n",
        "\n",
        "LOG_PATH = os.path.join(BASE_PATH, 'sticky_agent', GAME)\n",
        "\n",
        "class StickyAgent(object):\n",
        "  \"\"\"This agent randomly selects an action and sticks to it. It will change\n",
        "  actions with probability switch_prob.\"\"\"\n",
        "  def __init__(self, sess, num_actions, switch_prob=0.1):\n",
        "    self._sess = sess\n",
        "    self._num_actions = num_actions\n",
        "    self._switch_prob = switch_prob\n",
        "    self._last_action = np.random.randint(num_actions)\n",
        "    self.eval_mode = False\n",
        "\n",
        "  def _choose_action(self):\n",
        "    if np.random.random() \u003c= self._switch_prob:\n",
        "      self._last_action = np.random.randint(self._num_actions)\n",
        "    return self._last_action\n",
        "\n",
        "  def bundle_and_checkpoint(self, checkpoint_dir, iteration):\n",
        "    del checkpoint_dir, iteration  # Unused.\n",
        "\n",
        "  def unbundle(self, checkpoint_dir, checkpoint_version, data):\n",
        "    del checkpoint_dir, checkpoint_version, data  # Unused.\n",
        "\n",
        "  def begin_episode(self, observation):\n",
        "    del observation  # Unused.\n",
        "    return self._choose_action()\n",
        "\n",
        "  def end_episode(self, reward):\n",
        "    del reward  # Unused.\n",
        "\n",
        "  def step(self, reward, observation):\n",
        "    return self._choose_action()\n",
        "\n",
        "def create_sticky_agent(sess, environment, summary_writer=None):\n",
        "  \"\"\"The Runner class will expect a function of this type to create an agent.\"\"\"\n",
        "  return StickyAgent(sess, num_actions=environment.action_space.n,\n",
        "                     switch_prob=0.2)\n",
        "\n",
        "sticky_config = \"\"\"\n",
        "import dopamine.discrete_domains.atari_lib\n",
        "import dopamine.discrete_domains.run_experiment\n",
        "atari_lib.create_atari_environment.game_name = '{}'\n",
        "atari_lib.create_atari_environment.sticky_actions = True\n",
        "run_experiment.Runner.num_iterations = 200\n",
        "run_experiment.Runner.training_steps = 10\n",
        "run_experiment.Runner.max_steps_per_episode = 100\n",
        "\"\"\".format(GAME)\n",
        "gin.parse_config(sticky_config, skip_unknown=False)\n",
        "\n",
        "# Create the runner class with this agent. We use very small numbers of steps\n",
        "# to terminate quickly, as this is mostly meant for demonstrating how one can\n",
        "# use the framework.\n",
        "sticky_runner = run_experiment.TrainRunner(LOG_PATH, create_sticky_agent)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {},
        "colab_type": "code",
        "id": "gQt3t_IS_Gku"
      },
      "outputs": [],
      "source": [
        "# @title Train StickyAgent.\n",
        "print('Will train sticky agent, please be patient, may be a while...')\n",
        "sticky_runner.run_experiment()\n",
        "print('Done training!')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {},
        "colab_type": "code",
        "id": "oom0wB0A_Qb8"
      },
      "outputs": [],
      "source": [
        "# @title Load the training logs.\n",
        "sticky_data = colab_utils.read_experiment(\n",
        "    LOG_PATH, verbose=True, summary_keys=['train_episode_returns'])\n",
        "sticky_data['agent'] = 'StickyAgent'\n",
        "sticky_data['run_number'] = 1\n",
        "experimental_data[GAME] = experimental_data[GAME].merge(sticky_data,\n",
        "                                                        how='outer')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 513
        },
        "colab_type": "code",
        "id": "DqsagPbb_Xjm",
        "outputId": "f3b7adad-762b-4ff5-c8f4-9e74e244cc45"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "\u003cFigure size 1152x576 with 1 Axes\u003e"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# @title Plot training results.\n",
        "\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(16,8))\n",
        "sns.lineplot(\n",
        "    x='iteration', y='train_episode_returns', hue='agent',\n",
        "    data=experimental_data[GAME], ax=ax)\n",
        "plt.title(GAME)\n",
        "plt.show()"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [],
      "name": "agents.ipynb",
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
